Deep learning models such as LSTM and CNN are well suited for understanding and predicting the dynamical trend of COVID-19 spread and have recently been used in prediction by several researchers [1]}, [2]}, [3]}, [4]}, [5]}, [6]}, [7]}. Chandra et al. [8]} used the LSTM and its variants for ahead prediction of COVID-19 spread for India with split the training and testing data as static and dynamics. LSTMs have been used for COVID-19 transmission in Canada by Chimmula & Zhang [9]} and results show the linear transmission in the Canada . Arora et al. [10]} performed forecasting of the COVID-19 cases for India using LSTMs variants and categorized the Indian states in different zones based on COVID-19 cases.
